Hurthle cells are characterized by their large size, abundant granular cytoplasm, and prominent nucleoli. The cytoplasm appears eosinophilic due to the high content of mitochondria. These cells are typically found in various thyroid conditions, both benign and malignant, such as Hashimoto's thyroiditis, follicular adenomas, and Hurthle cell carcinomas.